Arch: bert-base-uncased_pt
Bs trn: 16
Bs val: 16
Hidden dim: 256
Dataset: civilcomments
Resample class: 
Slice with: rep
Rep cluster method: gmm
Num anchor: 32
Num positive: 32
Num negative: 32
Num negative easy: 0
Weight anc by loss: False
Weight pos by loss: False
Weight neg by loss: False
Anc loss temp: 0.5
Pos loss temp: 0.5
Neg loss temp: 0.5
Data wide pos: False
Target sample ratio: 1
Balance targets: False
Additional negatives: False
Hard negative factor: 0
Full contrastive: False
Train encoder: False
No projection head: False
Projection dim: 128
Batch factor: None
Temperature: 0.05
Single pos: False
Supervised linear scale up: False
Supervised update delay: 0
Contrastive weight: 0.5
Classifier update interval: 8
Optim: AdamW
Max epoch: 5
Lr: 1e-05
Momentum: 0.9
Weight decay: 0.01
Weight decay c: 0.01
Stopping window: 30
Load encoder: 
Freeze encoder: False
Finetune epochs: 0
Clip grad norm: True
Lr scheduler classifier: 
Lr scheduler: 
Grad clip grad norm: False
Erm: False
Erm only: False
Pretrained spurious path: ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed47.pt
Max epoch s: 1
Bs trn s: 32
Lr s: 0.001
Momentum s: 0.9
Weight decay s: 0.0005
Slice temp: 10
Log loss interval: 10
Checkpoint interval: 50
Grad checkpoint interval: 50
Log visual interval: 100
Log grad visual interval: 50
Verbose: True
Seed: 47
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 12
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=47-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed47.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.022 | Train Acc: 84.975 | Val Loss: 0.000 | Val Acc: 89.204
Training:
Accuracies by groups:
0, 0  acc: 55002 / 63173 =  87.066
0, 1  acc:  6080 /  7046 =  86.290
0, 2  acc:  8825 / 10705 =  82.438
0, 3  acc:  4302 /  5210 =  82.572
0, 4  acc:  1094 /  2033 =  53.812
0, 5  acc:   116 /   271 =  42.804
0, 6  acc:   204 /   321 =  63.551
0, 7  acc:   161 /   285 =  56.491
0, 8  acc:  4983 /  5935 =  83.960
0, 9  acc:   312 /   405 =  77.037
0, 10  acc:   352 /   442 =  79.638
0, 11  acc:   199 /   258 =  77.132
0, 12  acc:   216 /   394 =  54.822
0, 13  acc:    14 /    33 =  42.424
0, 14  acc:    23 /    41 =  56.098
0, 15  acc:    11 /    21 =  52.381
0, 16  acc:  3194 /  4800 =  66.542
0, 17  acc:   124 /   185 =  67.027
0, 18  acc:   357 /   501 =  71.257
0, 19  acc:   126 /   165 =  76.364
0, 20  acc:    50 /   111 =  45.045
0, 21  acc:    11 /    20 =  55.000
0, 22  acc:    34 /    62 =  54.839
0, 23  acc:     5 /    14 =  35.714
0, 24  acc:   391 /   628 =  62.261
0, 25  acc:    25 /    40 =  62.500
0, 26  acc:    47 /    68 =  69.118
0, 27  acc:    14 /    17 =  82.353
0, 28  acc:    29 /    48 =  60.417
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     7 /    10 =  70.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1199 /  1520 =  78.882
0, 33  acc:    45 /    59 =  76.271
0, 34  acc:    63 /    74 =  85.135
0, 35  acc:    18 /    22 =  81.818
0, 36  acc:    20 /    38 =  52.632
0, 37  acc:     2 /     5 =  40.000
0, 38  acc:    12 /    20 =  60.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   272 /   347 =  78.386
0, 41  acc:    17 /    19 =  89.474
0, 42  acc:     8 /     9 =  88.889
0, 43  acc:     8 /     9 =  88.889
0, 44  acc:    11 /    19 =  57.895
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /    11 =  63.636
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   178 /   290 =  61.379
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:     8 /    12 =  66.667
0, 51  acc:    11 /    15 =  73.333
0, 52  acc:     0 /     1 =   0.000
0, 53  acc:     1 /     3 =  33.333
0, 54  acc:     0 /     1 =   0.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   149 /   228 =  65.351
0, 57  acc:     9 /    10 =  90.000
0, 58  acc:     4 /    12 =  33.333
0, 59  acc:    10 /    12 =  83.333
0, 60  acc:    10 /    17 =  58.824
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     8 /    16 =  50.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1451 /  2308 =  62.868
0, 65  acc:   230 /   353 =  65.156
0, 66  acc:   155 /   240 =  64.583
0, 67  acc:    69 /   103 =  66.990
0, 68  acc:    22 /    50 =  44.000
0, 69  acc:     1 /     3 =  33.333
0, 70  acc:     6 /    15 =  40.000
0, 71  acc:     7 /     9 =  77.778
0, 72  acc:    40 /    58 =  68.966
0, 73  acc:     3 /     5 =  60.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:     8 /    11 =  72.727
0, 76  acc:     1 /     4 =  25.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    37 /    74 =  50.000
0, 81  acc:     1 /     8 =  12.500
0, 82  acc:     4 /     7 =  57.143
0, 83  acc:     6 /    10 =  60.000
0, 84  acc:     0 /     2 =   0.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     6 /     9 =  66.667
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     8 /    13 =  61.538
0, 89  acc:     0 /     2 =   0.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    48 /    71 =  67.606
0, 95  acc:    10 /    10 = 100.000
0, 96  acc:     0 /     2 =   0.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     3 /     8 =  37.500
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     6 /     9 =  66.667
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:     4 /    12 =  33.333
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     3 =  33.333
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     3 /    11 =  27.273
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     2 =   0.000
0, 117  acc:  4659 /  6417 =  72.604
0, 118  acc:  1134 /  1567 =  72.368
0, 119  acc:   255 /   353 =  72.238
0, 120  acc:   243 /   339 =  71.681
0, 121  acc:    44 /    77 =  57.143
0, 122  acc:    24 /    38 =  63.158
0, 123  acc:     5 /     7 =  71.429
0, 124  acc:    13 /    24 =  54.167
0, 125  acc:   261 /   374 =  69.786
0, 126  acc:    79 /   118 =  66.949
0, 127  acc:    17 /    25 =  68.000
0, 128  acc:    24 /    34 =  70.588
0, 129  acc:     4 /     5 =  80.000
0, 130  acc:     3 /     4 =  75.000
0, 131  acc:     0 /     1 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   123 /   220 =  55.909
0, 134  acc:    34 /    66 =  51.515
0, 135  acc:    13 /    20 =  65.000
0, 136  acc:    19 /    27 =  70.370
0, 137  acc:     7 /    11 =  63.636
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    31 /    58 =  53.448
0, 142  acc:     2 /     9 =  22.222
0, 143  acc:     4 /     7 =  57.143
0, 144  acc:    12 /    19 =  63.158
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     2 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    90 /   123 =  73.171
0, 149  acc:    10 /    14 =  71.429
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:     9 /    18 =  50.000
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     2 /     4 =  50.000
0, 154  acc:    33 /    41 =  80.488
0, 155  acc:     1 /     5 =  20.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    14 /    22 =  63.636
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     3 =  66.667
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     4 /     9 =  44.444
0, 165  acc:     1 /     2 =  50.000
0, 166  acc:     7 /    11 =  63.636
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:   897 /  1638 =  54.762
0, 170  acc:   199 /   385 =  51.688
0, 171  acc:    53 /    92 =  57.609
0, 172  acc:   103 /   170 =  60.588
0, 173  acc:     6 /    11 =  54.545
0, 174  acc:     1 /     8 =  12.500
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:     2 /    15 =  13.333
0, 177  acc:    28 /    51 =  54.902
0, 178  acc:     9 /    13 =  69.231
0, 179  acc:     7 /     9 =  77.778
0, 180  acc:     3 /     5 =  60.000
0, 181  acc:     0 /     4 =   0.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     6 /     7 =  85.714
0, 184  acc:    32 /    51 =  62.745
0, 185  acc:     2 /     5 =  40.000
0, 186  acc:     2 /     8 =  25.000
0, 187  acc:     0 /     4 =   0.000
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     4 /     5 =  80.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    10 /    25 =  40.000
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    23 /    58 =  39.655
0, 197  acc:     7 /    10 =  70.000
0, 198  acc:     0 /     8 =   0.000
0, 199  acc:     8 /    11 =  72.727
0, 200  acc:     1 /     3 =  33.333
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     1 =   0.000
0, 204  acc:     7 /    20 =  35.000
0, 205  acc:     2 /     3 =  66.667
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     5 =  80.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     3 /     5 =  60.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     6 =  33.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     1 =   0.000
0, 221  acc:     2 /     4 =  50.000
1, 0  acc: 57493 / 63972 =  89.872
1, 1  acc:  5690 /  6574 =  86.553
1, 2  acc:  9709 / 11322 =  85.753
1, 3  acc:  4070 /  4816 =  84.510
1, 4  acc:  5245 /  5669 =  92.521
1, 5  acc:   832 /   905 =  91.934
1, 6  acc:   498 /   557 =  89.408
1, 7  acc:   668 /   714 =  93.557
1, 8  acc:  4941 /  5829 =  84.766
1, 9  acc:   322 /   382 =  84.293
1, 10  acc:   438 /   530 =  82.642
1, 11  acc:   219 /   268 =  81.716
1, 12  acc:   793 /   854 =  92.857
1, 13  acc:    93 /    98 =  94.898
1, 14  acc:   116 /   144 =  80.556
1, 15  acc:   124 /   147 =  84.354
1, 16  acc:  7589 /  8657 =  87.663
1, 17  acc:   241 /   273 =  88.278
1, 18  acc:   493 /   582 =  84.708
1, 19  acc:   192 /   240 =  80.000
1, 20  acc:   317 /   334 =  94.910
1, 21  acc:    36 /    38 =  94.737
1, 22  acc:   135 /   149 =  90.604
1, 23  acc:    39 /    41 =  95.122
1, 24  acc:   982 /  1157 =  84.875
1, 25  acc:    22 /    25 =  88.000
1, 26  acc:   101 /   113 =  89.381
1, 27  acc:    17 /    17 = 100.000
1, 28  acc:   160 /   170 =  94.118
1, 29  acc:     3 /     6 =  50.000
1, 30  acc:    29 /    29 = 100.000
1, 31  acc:     5 /     7 =  71.429
1, 32  acc:  1540 /  1799 =  85.603
1, 33  acc:    82 /    98 =  83.673
1, 34  acc:    51 /    64 =  79.688
1, 35  acc:    18 /    23 =  78.261
1, 36  acc:    44 /    45 =  97.778
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    31 /    35 =  88.571
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   385 /   450 =  85.556
1, 41  acc:    14 /    17 =  82.353
1, 42  acc:    11 /    18 =  61.111
1, 43  acc:    25 /    31 =  80.645
1, 44  acc:    31 /    35 =  88.571
1, 45  acc:     3 /     6 =  50.000
1, 46  acc:    13 /    17 =  76.471
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   493 /   572 =  86.189
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    32 /    37 =  86.486
1, 51  acc:    18 /    18 = 100.000
1, 52  acc:    13 /    13 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    29 /    35 =  82.857
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   416 /   471 =  88.323
1, 57  acc:    12 /    14 =  85.714
1, 58  acc:    22 /    24 =  91.667
1, 59  acc:    12 /    14 =  85.714
1, 60  acc:    24 /    30 =  80.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    20 /    23 =  86.957
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5086 /  5606 =  90.724
1, 65  acc:   739 /   828 =  89.251
1, 66  acc:   433 /   491 =  88.187
1, 67  acc:   161 /   194 =  82.990
1, 68  acc:   234 /   249 =  93.976
1, 69  acc:    46 /    47 =  97.872
1, 70  acc:    84 /    87 =  96.552
1, 71  acc:    19 /    21 =  90.476
1, 72  acc:   103 /   113 =  91.150
1, 73  acc:     1 /     4 =  25.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    19 /    20 =  95.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   171 /   197 =  86.802
1, 81  acc:    32 /    37 =  86.486
1, 82  acc:    53 /    55 =  96.364
1, 83  acc:     1 /     3 =  33.333
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    25 /    25 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    25 /    30 =  83.333
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     8 /     8 = 100.000
1, 94  acc:   150 /   166 =  90.361
1, 95  acc:    12 /    18 =  66.667
1, 96  acc:    15 /    15 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    20 /    20 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    33 /    33 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    17 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    16 /    16 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  7252 /  8825 =  82.176
1, 118  acc:  1838 /  2144 =  85.728
1, 119  acc:   460 /   534 =  86.142
1, 120  acc:   456 /   546 =  83.516
1, 121  acc:   128 /   146 =  87.671
1, 122  acc:    69 /    74 =  93.243
1, 123  acc:    19 /    28 =  67.857
1, 124  acc:    37 /    40 =  92.500
1, 125  acc:   411 /   497 =  82.696
1, 126  acc:   107 /   121 =  88.430
1, 127  acc:     9 /    19 =  47.368
1, 128  acc:    28 /    41 =  68.293
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     9 /    10 =  90.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    14 = 100.000
1, 133  acc:   384 /   453 =  84.768
1, 134  acc:    76 /    87 =  87.356
1, 135  acc:    32 /    39 =  82.051
1, 136  acc:    30 /    39 =  76.923
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     4 /     5 =  80.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:   116 /   133 =  87.218
1, 142  acc:    19 /    23 =  82.609
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     3 /     4 =  75.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     4 =  25.000
1, 148  acc:   161 /   209 =  77.033
1, 149  acc:    15 /    22 =  68.182
1, 150  acc:    15 /    15 = 100.000
1, 151  acc:    10 /    25 =  40.000
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     3 /     6 =  50.000
1, 154  acc:    37 /    46 =  80.435
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     8 =  87.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    40 /    42 =  95.238
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     3 =  33.333
1, 164  acc:    22 /    26 =  84.615
1, 165  acc:     6 /     7 =  85.714
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3314 /  3705 =  89.447
1, 170  acc:   620 /   688 =  90.116
1, 171  acc:   258 /   285 =  90.526
1, 172  acc:   232 /   260 =  89.231
1, 173  acc:    53 /    60 =  88.333
1, 174  acc:    10 /    15 =  66.667
1, 175  acc:    11 /    11 = 100.000
1, 176  acc:    35 /    52 =  67.308
1, 177  acc:    96 /   102 =  94.118
1, 178  acc:    10 /    14 =  71.429
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     5 /     7 =  71.429
1, 181  acc:    12 /    12 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    17 /    18 =  94.444
1, 184  acc:   121 /   134 =  90.299
1, 185  acc:    27 /    30 =  90.000
1, 186  acc:    23 /    24 =  95.833
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     3 /     4 =  75.000
1, 189  acc:     7 /     8 =  87.500
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     9 /     9 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    86 /   108 =  79.630
1, 197  acc:     6 /     7 =  85.714
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    16 =  68.750
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    25 /    26 =  96.154
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    13 /    13 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:    13 /    13 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 228614 / 269038 =  84.975
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 22585 / 25373 =  89.012
0, 1  acc: 27893 / 31282 =  89.166
0, 2  acc:  5495 /  6155 =  89.277
0, 3  acc: 21715 / 24292 =  89.392
0, 4  acc:  9652 / 10829 =  89.131
0, 5  acc:  4978 /  5541 =  89.839
0, 6  acc:  6054 /  6785 =  89.226
0, 7  acc: 10662 / 12016 =  88.732
1, 0  acc:  3954 /  4437 =  89.114
1, 1  acc:  4422 /  4962 =  89.117
1, 2  acc:  2036 /  2265 =  89.890
1, 3  acc:  2209 /  2446 =  90.311
1, 4  acc:  2787 /  3125 =  89.184
1, 5  acc:   880 /  1003 =  87.737
1, 6  acc:  2779 /  3111 =  89.328
1, 7  acc:  4196 /  4682 =  89.620
--------------------------------------
Average acc: 132297 / 148304 =  89.207
Robust  acc:   880 /  1003 =  87.737
--------------------------------------
New max robust acc: 87.73678963110669
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed47.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 28.910 | Best Acc: 94.161
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  8628 / 12092 =  71.353
0, 1  acc: 10334 / 14179 =  72.882
0, 2  acc:   928 /  3210 =  28.910
0, 3  acc:  9123 / 12101 =  75.390
0, 4  acc:  2444 /  5355 =  45.640
0, 5  acc:  1805 /  2980 =  60.570
0, 6  acc:  1114 /  3335 =  33.403
0, 7  acc:  2595 /  5723 =  45.343
1, 0  acc:  1911 /  2203 =  86.745
1, 1  acc:  1950 /  2270 =  85.903
1, 2  acc:  1145 /  1216 =  94.161
1, 3  acc:  1110 /  1260 =  88.095
1, 4  acc:  1480 /  1627 =  90.965
1, 5  acc:   470 /   520 =  90.385
1, 6  acc:  1427 /  1537 =  92.843
1, 7  acc:  1978 /  2246 =  88.068
------------------------------------
Average acc: 48442 / 71854 =  67.417
Robust  acc:   928 /  3210 =  28.910
------------------------------------
Accuracies by groups:
0, 0  acc:  8628 / 12092 =  71.353
0, 1  acc: 10334 / 14179 =  72.882
0, 2  acc:   928 /  3210 =  28.910
0, 3  acc:  9123 / 12101 =  75.390
0, 4  acc:  2444 /  5355 =  45.640
0, 5  acc:  1805 /  2980 =  60.570
0, 6  acc:  1114 /  3335 =  33.403
0, 7  acc:  2595 /  5723 =  45.343
1, 0  acc:  1911 /  2203 =  86.745
1, 1  acc:  1950 /  2270 =  85.903
1, 2  acc:  1145 /  1216 =  94.161
1, 3  acc:  1110 /  1260 =  88.095
1, 4  acc:  1480 /  1627 =  90.965
1, 5  acc:   470 /   520 =  90.385
1, 6  acc:  1427 /  1537 =  92.843
1, 7  acc:  1978 /  2246 =  88.068
------------------------------------
Average acc: 48442 / 71854 =  67.417
Robust  acc:   928 /  3210 =  28.910
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  8628 / 12092 =  71.353
0, 1  acc: 10334 / 14179 =  72.882
0, 2  acc:   928 /  3210 =  28.910
0, 3  acc:  9123 / 12101 =  75.390
0, 4  acc:  2444 /  5355 =  45.640
0, 5  acc:  1805 /  2980 =  60.570
0, 6  acc:  1114 /  3335 =  33.403
0, 7  acc:  2595 /  5723 =  45.343
1, 0  acc:  1911 /  2203 =  86.745
1, 1  acc:  1950 /  2270 =  85.903
1, 2  acc:  1145 /  1216 =  94.161
1, 3  acc:  1110 /  1260 =  88.095
1, 4  acc:  1480 /  1627 =  90.965
1, 5  acc:   470 /   520 =  90.385
1, 6  acc:  1427 /  1537 =  92.843
1, 7  acc:  1978 /  2246 =  88.068
------------------------------------
Average acc: 48442 / 71854 =  67.417
Robust  acc:   928 /  3210 =  28.910
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.972 | Val Loss: 0.000 | Val Acc: 96.537
Training:
Accuracies by groups:
0, 0  acc: 59087 / 62683 =  94.263
0, 1  acc:  6545 /  6938 =  94.336
0, 2  acc:  9959 / 10733 =  92.789
0, 3  acc:  4841 /  5209 =  92.935
0, 4  acc:  1611 /  2068 =  77.901
0, 5  acc:   174 /   248 =  70.161
0, 6  acc:   259 /   315 =  82.222
0, 7  acc:   182 /   245 =  74.286
0, 8  acc:  5265 /  5743 =  91.677
0, 9  acc:   403 /   443 =  90.971
0, 10  acc:   381 /   422 =  90.284
0, 11  acc:   260 /   296 =  87.838
0, 12  acc:   284 /   368 =  77.174
0, 13  acc:    28 /    43 =  65.116
0, 14  acc:    34 /    42 =  80.952
0, 15  acc:    18 /    31 =  58.065
0, 16  acc:  4120 /  4815 =  85.566
0, 17  acc:   158 /   178 =  88.764
0, 18  acc:   435 /   487 =  89.322
0, 19  acc:   112 /   129 =  86.822
0, 20  acc:    89 /   135 =  65.926
0, 21  acc:    22 /    24 =  91.667
0, 22  acc:    36 /    49 =  73.469
0, 23  acc:     7 /    17 =  41.176
0, 24  acc:   493 /   609 =  80.952
0, 25  acc:    36 /    39 =  92.308
0, 26  acc:    57 /    63 =  90.476
0, 27  acc:    17 /    21 =  80.952
0, 28  acc:    34 /    44 =  77.273
0, 29  acc:     3 /     5 =  60.000
0, 30  acc:     1 /     7 =  14.286
0, 31  acc:     5 /     7 =  71.429
0, 32  acc:  1423 /  1550 =  91.806
0, 33  acc:    60 /    73 =  82.192
0, 34  acc:    64 /    70 =  91.429
0, 35  acc:    14 /    16 =  87.500
0, 36  acc:    26 /    34 =  76.471
0, 37  acc:     6 /     9 =  66.667
0, 38  acc:    19 /    22 =  86.364
0, 39  acc:     1 /     2 =  50.000
0, 40  acc:   329 /   372 =  88.441
0, 41  acc:    18 /    20 =  90.000
0, 42  acc:     9 /    12 =  75.000
0, 43  acc:     7 /     7 = 100.000
0, 44  acc:    14 /    17 =  82.353
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:    13 /    14 =  92.857
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   283 /   331 =  85.498
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    15 /    17 =  88.235
0, 51  acc:    16 /    16 = 100.000
0, 52  acc:     5 /     6 =  83.333
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     1 /     2 =  50.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   232 /   273 =  84.982
0, 57  acc:     8 /     9 =  88.889
0, 58  acc:    13 /    14 =  92.857
0, 59  acc:    11 /    11 = 100.000
0, 60  acc:     8 /    12 =  66.667
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    12 /    13 =  92.308
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1861 /  2311 =  80.528
0, 65  acc:   300 /   360 =  83.333
0, 66  acc:   204 /   252 =  80.952
0, 67  acc:    87 /    95 =  91.579
0, 68  acc:    39 /    49 =  79.592
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    14 /    20 =  70.000
0, 71  acc:    11 /    12 =  91.667
0, 72  acc:    55 /    61 =  90.164
0, 73  acc:     1 /     1 = 100.000
0, 74  acc:     9 /    10 =  90.000
0, 75  acc:     5 /     6 =  83.333
0, 76  acc:     2 /     2 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    64 /    89 =  71.910
0, 81  acc:     1 /     7 =  14.286
0, 82  acc:     5 /     6 =  83.333
0, 83  acc:     9 /    12 =  75.000
0, 84  acc:     1 /     4 =  25.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    13 /    15 =  86.667
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     5 /     6 =  83.333
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    76 /    89 =  85.393
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:     6 /     6 = 100.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     5 =  20.000
0, 101  acc:     5 /     5 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     9 /    12 =  75.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     4 /     4 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5572 /  6310 =  88.304
0, 118  acc:  1432 /  1612 =  88.834
0, 119  acc:   303 /   354 =  85.593
0, 120  acc:   284 /   317 =  89.590
0, 121  acc:    50 /    70 =  71.429
0, 122  acc:    29 /    34 =  85.294
0, 123  acc:    14 /    15 =  93.333
0, 124  acc:    16 /    18 =  88.889
0, 125  acc:   311 /   346 =  89.884
0, 126  acc:   108 /   118 =  91.525
0, 127  acc:    16 /    18 =  88.889
0, 128  acc:    29 /    33 =  87.879
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     2 /     3 =  66.667
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   190 /   235 =  80.851
0, 134  acc:    59 /    73 =  80.822
0, 135  acc:    33 /    36 =  91.667
0, 136  acc:    20 /    24 =  83.333
0, 137  acc:    10 /    15 =  66.667
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    53 /    64 =  82.812
0, 142  acc:     3 /     6 =  50.000
0, 143  acc:     7 /     9 =  77.778
0, 144  acc:    12 /    12 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    90 /   103 =  87.379
0, 149  acc:    11 /    13 =  84.615
0, 150  acc:     1 /     1 = 100.000
0, 151  acc:    17 /    26 =  65.385
0, 152  acc:     0 /     1 =   0.000
0, 153  acc:     5 /     5 = 100.000
0, 154  acc:    36 /    39 =  92.308
0, 155  acc:     4 /     5 =  80.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    16 /    17 =  94.118
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     7 /     7 = 100.000
0, 165  acc:     2 /     3 =  66.667
0, 166  acc:    11 /    11 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     4 /     4 = 100.000
0, 169  acc:  1342 /  1662 =  80.746
0, 170  acc:   306 /   379 =  80.739
0, 171  acc:    86 /   108 =  79.630
0, 172  acc:   116 /   148 =  78.378
0, 173  acc:    11 /    16 =  68.750
0, 174  acc:     4 /     6 =  66.667
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:    10 /    18 =  55.556
0, 177  acc:    48 /    61 =  78.689
0, 178  acc:     9 /    10 =  90.000
0, 179  acc:     7 /     9 =  77.778
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     3 =  66.667
0, 184  acc:    55 /    62 =  88.710
0, 185  acc:     7 /     9 =  77.778
0, 186  acc:     2 /     4 =  50.000
0, 187  acc:     3 /     5 =  60.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    43 /    49 =  87.755
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     3 =  33.333
0, 196  acc:    46 /    57 =  80.702
0, 197  acc:    16 /    18 =  88.889
0, 198  acc:     2 /     6 =  33.333
0, 199  acc:    16 /    16 = 100.000
0, 200  acc:     2 /     4 =  50.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     5 /     5 = 100.000
0, 204  acc:    16 /    18 =  88.889
0, 205  acc:     7 /     7 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:    10 /    13 =  76.923
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     3 =  66.667
0, 214  acc:     4 /     5 =  80.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    11 =  90.909
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 62464 / 64443 =  96.929
1, 1  acc:  6227 /  6506 =  95.712
1, 2  acc: 10892 / 11388 =  95.645
1, 3  acc:  4562 /  4794 =  95.161
1, 4  acc:  5395 /  5580 =  96.685
1, 5  acc:   904 /   944 =  95.763
1, 6  acc:   553 /   575 =  96.174
1, 7  acc:   665 /   692 =  96.098
1, 8  acc:  5484 /  5752 =  95.341
1, 9  acc:   396 /   412 =  96.117
1, 10  acc:   468 /   489 =  95.706
1, 11  acc:   219 /   234 =  93.590
1, 12  acc:   866 /   906 =  95.585
1, 13  acc:    99 /   110 =  90.000
1, 14  acc:   135 /   144 =  93.750
1, 15  acc:   128 /   136 =  94.118
1, 16  acc:  8288 /  8717 =  95.079
1, 17  acc:   247 /   263 =  93.916
1, 18  acc:   577 /   612 =  94.281
1, 19  acc:   252 /   270 =  93.333
1, 20  acc:   285 /   292 =  97.603
1, 21  acc:    52 /    54 =  96.296
1, 22  acc:   149 /   162 =  91.975
1, 23  acc:    38 /    41 =  92.683
1, 24  acc:  1036 /  1095 =  94.612
1, 25  acc:    27 /    28 =  96.429
1, 26  acc:    97 /   102 =  95.098
1, 27  acc:    14 /    15 =  93.333
1, 28  acc:   133 /   139 =  95.683
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    19 /    19 = 100.000
1, 31  acc:     6 /     6 = 100.000
1, 32  acc:  1737 /  1819 =  95.492
1, 33  acc:    91 /    94 =  96.809
1, 34  acc:    53 /    60 =  88.333
1, 35  acc:    23 /    25 =  92.000
1, 36  acc:    50 /    52 =  96.154
1, 37  acc:     1 /     1 = 100.000
1, 38  acc:    31 /    33 =  93.939
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   448 /   464 =  96.552
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:    14 /    17 =  82.353
1, 43  acc:    22 /    22 = 100.000
1, 44  acc:    25 /    25 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    12 /    13 =  92.308
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   576 /   601 =  95.840
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    37 /    40 =  92.500
1, 51  acc:    31 /    31 = 100.000
1, 52  acc:    18 /    18 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    45 /    46 =  97.826
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   429 /   460 =  93.261
1, 57  acc:    28 /    29 =  96.552
1, 58  acc:    20 /    20 = 100.000
1, 59  acc:    22 /    24 =  91.667
1, 60  acc:    26 /    30 =  86.667
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5617 /  5833 =  96.297
1, 65  acc:   777 /   824 =  94.296
1, 66  acc:   447 /   476 =  93.908
1, 67  acc:   221 /   231 =  95.671
1, 68  acc:   252 /   256 =  98.438
1, 69  acc:    45 /    45 = 100.000
1, 70  acc:    95 /    97 =  97.938
1, 71  acc:    28 /    28 = 100.000
1, 72  acc:   129 /   133 =  96.992
1, 73  acc:     5 /     6 =  83.333
1, 74  acc:     1 /     5 =  20.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    26 /    28 =  92.857
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   189 /   199 =  94.975
1, 81  acc:    21 /    23 =  91.304
1, 82  acc:    48 /    52 =  92.308
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:    14 /    14 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    22 /    22 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    19 =  89.474
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     2 /     3 =  66.667
1, 94  acc:   139 /   148 =  93.919
1, 95  acc:    12 /    15 =  80.000
1, 96  acc:    15 /    16 =  93.750
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    26 /    27 =  96.296
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    14 = 100.000
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    50 /    50 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    18 /    19 =  94.737
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     3 /     4 =  75.000
1, 112  acc:    15 /    15 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8059 /  8644 =  93.232
1, 118  acc:  2005 /  2127 =  94.264
1, 119  acc:   497 /   532 =  93.421
1, 120  acc:   568 /   608 =  93.421
1, 121  acc:   109 /   118 =  92.373
1, 122  acc:    84 /    88 =  95.455
1, 123  acc:    14 /    15 =  93.333
1, 124  acc:    36 /    36 = 100.000
1, 125  acc:   488 /   518 =  94.208
1, 126  acc:   137 /   144 =  95.139
1, 127  acc:    22 /    23 =  95.652
1, 128  acc:    34 /    36 =  94.444
1, 129  acc:    18 /    18 = 100.000
1, 130  acc:     9 /    10 =  90.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    16 /    16 = 100.000
1, 133  acc:   435 /   456 =  95.395
1, 134  acc:    95 /   100 =  95.000
1, 135  acc:    33 /    35 =  94.286
1, 136  acc:    22 /    28 =  78.571
1, 137  acc:     8 /     8 = 100.000
1, 138  acc:     5 /     6 =  83.333
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:   102 /   109 =  93.578
1, 142  acc:    15 /    18 =  83.333
1, 143  acc:     8 /     8 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     8 /     9 =  88.889
1, 148  acc:   199 /   214 =  92.991
1, 149  acc:    29 /    32 =  90.625
1, 150  acc:     9 /    10 =  90.000
1, 151  acc:    12 /    22 =  54.545
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    40 /    44 =  90.909
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /    10 =  90.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    33 /    34 =  97.059
1, 160  acc:     3 /     4 =  75.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    29 /    30 =  96.667
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3628 /  3825 =  94.850
1, 170  acc:   688 /   733 =  93.861
1, 171  acc:   255 /   267 =  95.506
1, 172  acc:   212 /   226 =  93.805
1, 173  acc:    72 /    76 =  94.737
1, 174  acc:    15 /    16 =  93.750
1, 175  acc:    11 /    12 =  91.667
1, 176  acc:    46 /    50 =  92.000
1, 177  acc:    81 /    88 =  92.045
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     6 /     8 =  75.000
1, 180  acc:     5 /     6 =  83.333
1, 181  acc:     9 /     9 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    27 /    28 =  96.429
1, 184  acc:   124 /   130 =  95.385
1, 185  acc:    39 /    41 =  95.122
1, 186  acc:    16 /    17 =  94.118
1, 187  acc:    10 /    11 =  90.909
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     4 /     5 =  80.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:    20 /    20 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    96 /   103 =  93.204
1, 197  acc:     8 /     9 =  88.889
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /    12 =  75.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    17 /    19 =  89.474
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     6 /     7 =  85.714
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:    13 /    13 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 252820 / 269038 =  93.972
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24463 / 25373 =  96.414
0, 1  acc: 30171 / 31282 =  96.448
0, 2  acc:  5940 /  6155 =  96.507
0, 3  acc: 23439 / 24292 =  96.489
0, 4  acc: 10445 / 10829 =  96.454
0, 5  acc:  5338 /  5541 =  96.336
0, 6  acc:  6553 /  6785 =  96.581
0, 7  acc: 11559 / 12016 =  96.197
1, 0  acc:  4291 /  4437 =  96.709
1, 1  acc:  4786 /  4962 =  96.453
1, 2  acc:  2184 /  2265 =  96.424
1, 3  acc:  2364 /  2446 =  96.648
1, 4  acc:  3029 /  3125 =  96.928
1, 5  acc:   967 /  1003 =  96.411
1, 6  acc:  2998 /  3111 =  96.368
1, 7  acc:  4543 /  4682 =  97.031
--------------------------------------
Average acc: 143070 / 148304 =  96.471
Robust  acc: 11559 / 12016 =  96.197
--------------------------------------
New max robust acc: 96.19673768308921
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed47.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed47.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.374 | Best Acc: 89.679
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10406 / 12092 =  86.057
0, 1  acc: 12390 / 14179 =  87.383
0, 2  acc:  1938 /  3210 =  60.374
0, 3  acc: 10852 / 12101 =  89.679
0, 4  acc:  4111 /  5355 =  76.769
0, 5  acc:  2476 /  2980 =  83.087
0, 6  acc:  2049 /  3335 =  61.439
0, 7  acc:  3965 /  5723 =  69.282
1, 0  acc:  1656 /  2203 =  75.170
1, 1  acc:  1646 /  2270 =  72.511
1, 2  acc:   960 /  1216 =  78.947
1, 3  acc:   886 /  1260 =  70.317
1, 4  acc:  1158 /  1627 =  71.174
1, 5  acc:   372 /   520 =  71.538
1, 6  acc:  1225 /  1537 =  79.701
1, 7  acc:  1689 /  2246 =  75.200
------------------------------------
Average acc: 57779 / 71854 =  80.412
Robust  acc:  1938 /  3210 =  60.374
------------------------------------
Accuracies by groups:
0, 0  acc: 10406 / 12092 =  86.057
0, 1  acc: 12390 / 14179 =  87.383
0, 2  acc:  1938 /  3210 =  60.374
0, 3  acc: 10852 / 12101 =  89.679
0, 4  acc:  4111 /  5355 =  76.769
0, 5  acc:  2476 /  2980 =  83.087
0, 6  acc:  2049 /  3335 =  61.439
0, 7  acc:  3965 /  5723 =  69.282
1, 0  acc:  1656 /  2203 =  75.170
1, 1  acc:  1646 /  2270 =  72.511
1, 2  acc:   960 /  1216 =  78.947
1, 3  acc:   886 /  1260 =  70.317
1, 4  acc:  1158 /  1627 =  71.174
1, 5  acc:   372 /   520 =  71.538
1, 6  acc:  1225 /  1537 =  79.701
1, 7  acc:  1689 /  2246 =  75.200
------------------------------------
Average acc: 57779 / 71854 =  80.412
Robust  acc:  1938 /  3210 =  60.374
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10406 / 12092 =  86.057
0, 1  acc: 12390 / 14179 =  87.383
0, 2  acc:  1938 /  3210 =  60.374
0, 3  acc: 10852 / 12101 =  89.679
0, 4  acc:  4111 /  5355 =  76.769
0, 5  acc:  2476 /  2980 =  83.087
0, 6  acc:  2049 /  3335 =  61.439
0, 7  acc:  3965 /  5723 =  69.282
1, 0  acc:  1656 /  2203 =  75.170
1, 1  acc:  1646 /  2270 =  72.511
1, 2  acc:   960 /  1216 =  78.947
1, 3  acc:   886 /  1260 =  70.317
1, 4  acc:  1158 /  1627 =  71.174
1, 5  acc:   372 /   520 =  71.538
1, 6  acc:  1225 /  1537 =  79.701
1, 7  acc:  1689 /  2246 =  75.200
------------------------------------
Average acc: 57779 / 71854 =  80.412
Robust  acc:  1938 /  3210 =  60.374
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.008 | Train Acc: 96.757 | Val Loss: 0.000 | Val Acc: 98.371
Training:
Accuracies by groups:
0, 0  acc: 61120 / 63283 =  96.582
0, 1  acc:  6724 /  6958 =  96.637
0, 2  acc: 10130 / 10580 =  95.747
0, 3  acc:  5085 /  5277 =  96.362
0, 4  acc:  1848 /  2103 =  87.874
0, 5  acc:   232 /   274 =  84.672
0, 6  acc:   263 /   291 =  90.378
0, 7  acc:   254 /   276 =  92.029
0, 8  acc:  5478 /  5744 =  95.369
0, 9  acc:   428 /   455 =  94.066
0, 10  acc:   382 /   407 =  93.857
0, 11  acc:   289 /   314 =  92.038
0, 12  acc:   356 /   408 =  87.255
0, 13  acc:    25 /    28 =  89.286
0, 14  acc:    31 /    38 =  81.579
0, 15  acc:    21 /    29 =  72.414
0, 16  acc:  4320 /  4703 =  91.856
0, 17  acc:   177 /   188 =  94.149
0, 18  acc:   479 /   511 =  93.738
0, 19  acc:   142 /   156 =  91.026
0, 20  acc:    96 /   113 =  84.956
0, 21  acc:    12 /    14 =  85.714
0, 22  acc:    48 /    54 =  88.889
0, 23  acc:    13 /    15 =  86.667
0, 24  acc:   584 /   649 =  89.985
0, 25  acc:    17 /    21 =  80.952
0, 26  acc:    62 /    67 =  92.537
0, 27  acc:    20 /    20 = 100.000
0, 28  acc:    44 /    46 =  95.652
0, 29  acc:     5 /     5 = 100.000
0, 30  acc:    10 /    11 =  90.909
0, 31  acc:     5 /     6 =  83.333
0, 32  acc:  1473 /  1545 =  95.340
0, 33  acc:    79 /    85 =  92.941
0, 34  acc:    55 /    60 =  91.667
0, 35  acc:    19 /    19 = 100.000
0, 36  acc:    24 /    26 =  92.308
0, 37  acc:     5 /     6 =  83.333
0, 38  acc:    13 /    14 =  92.857
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   360 /   375 =  96.000
0, 41  acc:    16 /    17 =  94.118
0, 42  acc:    16 /    16 = 100.000
0, 43  acc:     9 /    10 =  90.000
0, 44  acc:    15 /    16 =  93.750
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   256 /   277 =  92.419
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    18 /    18 = 100.000
0, 51  acc:    14 /    15 =  93.333
0, 52  acc:     3 /     4 =  75.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   216 /   242 =  89.256
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    15 /    15 = 100.000
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    12 /    16 =  75.000
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     7 /     8 =  87.500
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2037 /  2261 =  90.093
0, 65  acc:   340 /   369 =  92.141
0, 66  acc:   225 /   245 =  91.837
0, 67  acc:    86 /    93 =  92.473
0, 68  acc:    37 /    48 =  77.083
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    22 /    24 =  91.667
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    59 /    64 =  92.188
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     3 /     5 =  60.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    68 /    82 =  82.927
0, 81  acc:     4 /     6 =  66.667
0, 82  acc:    10 /    11 =  90.909
0, 83  acc:     5 /     6 =  83.333
0, 84  acc:     0 /     2 =   0.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     8 /     8 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     3 /     5 =  60.000
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    62 /    66 =  93.939
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    13 =  84.615
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    12 /    13 =  92.308
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    17 /    21 =  80.952
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     2 =  50.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     9 =  88.889
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5869 /  6280 =  93.455
0, 118  acc:  1441 /  1539 =  93.632
0, 119  acc:   356 /   375 =  94.933
0, 120  acc:   292 /   309 =  94.498
0, 121  acc:    54 /    65 =  83.077
0, 122  acc:    46 /    49 =  93.878
0, 123  acc:     9 /    10 =  90.000
0, 124  acc:    22 /    24 =  91.667
0, 125  acc:   328 /   342 =  95.906
0, 126  acc:   106 /   113 =  93.805
0, 127  acc:    27 /    31 =  87.097
0, 128  acc:    41 /    42 =  97.619
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     3 /     4 =  75.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   225 /   244 =  92.213
0, 134  acc:    60 /    68 =  88.235
0, 135  acc:    17 /    17 = 100.000
0, 136  acc:    25 /    26 =  96.154
0, 137  acc:    14 /    17 =  82.353
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    68 /    73 =  93.151
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     1 /     1 = 100.000
0, 144  acc:    12 /    13 =  92.308
0, 145  acc:     0 /     2 =   0.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   113 /   123 =  91.870
0, 149  acc:    11 /    14 =  78.571
0, 150  acc:     3 /     3 = 100.000
0, 151  acc:     9 /    13 =  69.231
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    48 /    51 =  94.118
0, 155  acc:     3 /     3 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    18 /    22 =  81.818
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     5 /     7 =  71.429
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1442 /  1599 =  90.181
0, 170  acc:   325 /   369 =  88.076
0, 171  acc:   107 /   117 =  91.453
0, 172  acc:   157 /   173 =  90.751
0, 173  acc:    16 /    16 = 100.000
0, 174  acc:     8 /     9 =  88.889
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:     8 /    15 =  53.333
0, 177  acc:    60 /    65 =  92.308
0, 178  acc:    22 /    22 = 100.000
0, 179  acc:     9 /    10 =  90.000
0, 180  acc:     8 /     9 =  88.889
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    61 /    61 = 100.000
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     2 /     2 = 100.000
0, 187  acc:     7 /     8 =  87.500
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    36 /    37 =  97.297
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    45 /    49 =  91.837
0, 197  acc:    11 /    13 =  84.615
0, 198  acc:     6 /     6 = 100.000
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     2 /     2 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    15 /    16 =  93.750
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     4 /     6 =  66.667
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     6 /     6 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     7 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 63105 / 64143 =  98.382
1, 1  acc:  6667 /  6803 =  98.001
1, 2  acc: 11183 / 11420 =  97.925
1, 3  acc:  4595 /  4711 =  97.538
1, 4  acc:  5465 /  5568 =  98.150
1, 5  acc:   946 /   960 =  98.542
1, 6  acc:   537 /   550 =  97.636
1, 7  acc:   605 /   623 =  97.111
1, 8  acc:  5692 /  5823 =  97.750
1, 9  acc:   416 /   423 =  98.345
1, 10  acc:   467 /   476 =  98.109
1, 11  acc:   224 /   232 =  96.552
1, 12  acc:   806 /   829 =  97.226
1, 13  acc:   112 /   115 =  97.391
1, 14  acc:   150 /   152 =  98.684
1, 15  acc:   134 /   141 =  95.035
1, 16  acc:  8410 /  8632 =  97.428
1, 17  acc:   304 /   306 =  99.346
1, 18  acc:   645 /   654 =  98.624
1, 19  acc:   244 /   249 =  97.992
1, 20  acc:   278 /   285 =  97.544
1, 21  acc:    44 /    44 = 100.000
1, 22  acc:   150 /   154 =  97.403
1, 23  acc:    32 /    32 = 100.000
1, 24  acc:  1076 /  1109 =  97.024
1, 25  acc:    20 /    21 =  95.238
1, 26  acc:   109 /   110 =  99.091
1, 27  acc:    26 /    26 = 100.000
1, 28  acc:   175 /   181 =  96.685
1, 29  acc:     8 /     9 =  88.889
1, 30  acc:    33 /    33 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:  1765 /  1809 =  97.568
1, 33  acc:    86 /    88 =  97.727
1, 34  acc:    61 /    64 =  95.312
1, 35  acc:    29 /    29 = 100.000
1, 36  acc:    57 /    58 =  98.276
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    25 /    25 = 100.000
1, 39  acc:     4 /     5 =  80.000
1, 40  acc:   432 /   438 =  98.630
1, 41  acc:    13 /    14 =  92.857
1, 42  acc:    17 /    17 = 100.000
1, 43  acc:    26 /    26 = 100.000
1, 44  acc:    30 /    30 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    13 /    13 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   605 /   625 =  96.800
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    36 /    37 =  97.297
1, 51  acc:    26 /    26 = 100.000
1, 52  acc:    14 /    15 =  93.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    31 /    32 =  96.875
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   441 /   453 =  97.351
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    20 /    21 =  95.238
1, 59  acc:    18 /    18 = 100.000
1, 60  acc:    19 /    21 =  90.476
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    20 /    20 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5693 /  5796 =  98.223
1, 65  acc:   776 /   790 =  98.228
1, 66  acc:   454 /   467 =  97.216
1, 67  acc:   202 /   207 =  97.585
1, 68  acc:   257 /   262 =  98.092
1, 69  acc:    39 /    40 =  97.500
1, 70  acc:    85 /    85 = 100.000
1, 71  acc:    25 /    27 =  92.593
1, 72  acc:   141 /   142 =  99.296
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     2 /     3 =  66.667
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    17 /    18 =  94.444
1, 77  acc:     7 /     7 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   181 /   187 =  96.791
1, 81  acc:    22 /    22 = 100.000
1, 82  acc:    50 /    53 =  94.340
1, 83  acc:     5 /     6 =  83.333
1, 84  acc:    13 /    14 =  92.857
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    26 /    26 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    24 /    25 =  96.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     8 /     8 = 100.000
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:   133 /   138 =  96.377
1, 95  acc:    19 /    20 =  95.000
1, 96  acc:    17 /    17 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    25 /    25 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    21 /    21 = 100.000
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    33 /    34 =  97.059
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    18 /    18 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    13 /    13 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8422 /  8677 =  97.061
1, 118  acc:  2065 /  2123 =  97.268
1, 119  acc:   479 /   488 =  98.156
1, 120  acc:   511 /   528 =  96.780
1, 121  acc:   149 /   158 =  94.304
1, 122  acc:    77 /    78 =  98.718
1, 123  acc:    28 /    29 =  96.552
1, 124  acc:    41 /    43 =  95.349
1, 125  acc:   548 /   569 =  96.309
1, 126  acc:   138 /   140 =  98.571
1, 127  acc:    19 /    20 =  95.000
1, 128  acc:    36 /    38 =  94.737
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    17 /    17 = 100.000
1, 133  acc:   451 /   463 =  97.408
1, 134  acc:    98 /   101 =  97.030
1, 135  acc:    35 /    36 =  97.222
1, 136  acc:    22 /    23 =  95.652
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     8 /     8 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:   103 /   105 =  98.095
1, 142  acc:    15 /    16 =  93.750
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     5 /     5 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     7 /     8 =  87.500
1, 148  acc:   168 /   174 =  96.552
1, 149  acc:    11 /    11 = 100.000
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:    10 /    15 =  66.667
1, 152  acc:     9 /     9 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    43 /    46 =  93.478
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    11 /    11 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    37 /    37 = 100.000
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    29 /    29 = 100.000
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3765 /  3842 =  97.996
1, 170  acc:   715 /   737 =  97.015
1, 171  acc:   259 /   264 =  98.106
1, 172  acc:   217 /   225 =  96.444
1, 173  acc:    67 /    68 =  98.529
1, 174  acc:    12 /    12 = 100.000
1, 175  acc:    15 /    15 = 100.000
1, 176  acc:    51 /    52 =  98.077
1, 177  acc:    94 /    95 =  98.947
1, 178  acc:    12 /    14 =  85.714
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:    10 /    10 = 100.000
1, 182  acc:     9 /     9 = 100.000
1, 183  acc:    20 /    21 =  95.238
1, 184  acc:   118 /   122 =  96.721
1, 185  acc:    32 /    33 =  96.970
1, 186  acc:    16 /    18 =  88.889
1, 187  acc:     9 /    10 =  90.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     1 /     2 =  50.000
1, 192  acc:    15 /    15 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   108 /   114 =  94.737
1, 197  acc:    18 /    18 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    14 =  92.857
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    21 /    22 =  95.455
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    16 /    17 =  94.118
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     8 =  87.500
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260314 / 269038 =  96.757
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24986 / 25373 =  98.475
0, 1  acc: 30744 / 31282 =  98.280
0, 2  acc:  6055 /  6155 =  98.375
0, 3  acc: 23914 / 24292 =  98.444
0, 4  acc: 10670 / 10829 =  98.532
0, 5  acc:  5461 /  5541 =  98.556
0, 6  acc:  6676 /  6785 =  98.394
0, 7  acc: 11825 / 12016 =  98.410
1, 0  acc:  4379 /  4437 =  98.693
1, 1  acc:  4887 /  4962 =  98.489
1, 2  acc:  2227 /  2265 =  98.322
1, 3  acc:  2405 /  2446 =  98.324
1, 4  acc:  3067 /  3125 =  98.144
1, 5  acc:   984 /  1003 =  98.106
1, 6  acc:  3057 /  3111 =  98.264
1, 7  acc:  4604 /  4682 =  98.334
--------------------------------------
Average acc: 145941 / 148304 =  98.407
Robust  acc:   984 /  1003 =  98.106
--------------------------------------
New max robust acc: 98.10568295114656
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed47.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed47.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.476 | Best Acc: 93.612
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10892 / 12092 =  90.076
0, 1  acc: 13006 / 14179 =  91.727
0, 2  acc:  2549 /  3210 =  79.408
0, 3  acc: 11328 / 12101 =  93.612
0, 4  acc:  4568 /  5355 =  85.303
0, 5  acc:  2662 /  2980 =  89.329
0, 6  acc:  2480 /  3335 =  74.363
0, 7  acc:  4464 /  5723 =  78.001
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1453 /  2270 =  64.009
1, 2  acc:   762 /  1216 =  62.664
1, 3  acc:   762 /  1260 =  60.476
1, 4  acc:  1005 /  1627 =  61.770
1, 5  acc:   319 /   520 =  61.346
1, 6  acc:  1078 /  1537 =  70.137
1, 7  acc:  1484 /  2246 =  66.073
------------------------------------
Average acc: 60250 / 71854 =  83.851
Robust  acc:   762 /  1260 =  60.476
------------------------------------
Accuracies by groups:
0, 0  acc: 10892 / 12092 =  90.076
0, 1  acc: 13006 / 14179 =  91.727
0, 2  acc:  2549 /  3210 =  79.408
0, 3  acc: 11328 / 12101 =  93.612
0, 4  acc:  4568 /  5355 =  85.303
0, 5  acc:  2662 /  2980 =  89.329
0, 6  acc:  2480 /  3335 =  74.363
0, 7  acc:  4464 /  5723 =  78.001
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1453 /  2270 =  64.009
1, 2  acc:   762 /  1216 =  62.664
1, 3  acc:   762 /  1260 =  60.476
1, 4  acc:  1005 /  1627 =  61.770
1, 5  acc:   319 /   520 =  61.346
1, 6  acc:  1078 /  1537 =  70.137
1, 7  acc:  1484 /  2246 =  66.073
------------------------------------
Average acc: 60250 / 71854 =  83.851
Robust  acc:   762 /  1260 =  60.476
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10892 / 12092 =  90.076
0, 1  acc: 13006 / 14179 =  91.727
0, 2  acc:  2549 /  3210 =  79.408
0, 3  acc: 11328 / 12101 =  93.612
0, 4  acc:  4568 /  5355 =  85.303
0, 5  acc:  2662 /  2980 =  89.329
0, 6  acc:  2480 /  3335 =  74.363
0, 7  acc:  4464 /  5723 =  78.001
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1453 /  2270 =  64.009
1, 2  acc:   762 /  1216 =  62.664
1, 3  acc:   762 /  1260 =  60.476
1, 4  acc:  1005 /  1627 =  61.770
1, 5  acc:   319 /   520 =  61.346
1, 6  acc:  1078 /  1537 =  70.137
1, 7  acc:  1484 /  2246 =  66.073
------------------------------------
Average acc: 60250 / 71854 =  83.851
Robust  acc:   762 /  1260 =  60.476
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.006 | Train Acc: 97.945 | Val Loss: 0.000 | Val Acc: 98.969
Training:
Accuracies by groups:
0, 0  acc: 61791 / 63161 =  97.831
0, 1  acc:  6633 /  6779 =  97.846
0, 2  acc: 10395 / 10697 =  97.177
0, 3  acc:  5178 /  5300 =  97.698
0, 4  acc:  1874 /  2026 =  92.498
0, 5  acc:   234 /   260 =  90.000
0, 6  acc:   271 /   291 =  93.127
0, 7  acc:   234 /   258 =  90.698
0, 8  acc:  5686 /  5881 =  96.684
0, 9  acc:   445 /   458 =  97.162
0, 10  acc:   398 /   418 =  95.215
0, 11  acc:   283 /   288 =  98.264
0, 12  acc:   355 /   376 =  94.415
0, 13  acc:    30 /    34 =  88.235
0, 14  acc:    46 /    51 =  90.196
0, 15  acc:    24 /    25 =  96.000
0, 16  acc:  4519 /  4743 =  95.277
0, 17  acc:   162 /   167 =  97.006
0, 18  acc:   509 /   534 =  95.318
0, 19  acc:   140 /   145 =  96.552
0, 20  acc:   121 /   132 =  91.667
0, 21  acc:    17 /    17 = 100.000
0, 22  acc:    61 /    66 =  92.424
0, 23  acc:    12 /    13 =  92.308
0, 24  acc:   562 /   595 =  94.454
0, 25  acc:    30 /    31 =  96.774
0, 26  acc:    67 /    72 =  93.056
0, 27  acc:    25 /    27 =  92.593
0, 28  acc:    25 /    27 =  92.593
0, 29  acc:     3 /     4 =  75.000
0, 30  acc:     6 /     7 =  85.714
0, 31  acc:     8 /     9 =  88.889
0, 32  acc:  1453 /  1500 =  96.867
0, 33  acc:    77 /    81 =  95.062
0, 34  acc:    78 /    80 =  97.500
0, 35  acc:    12 /    12 = 100.000
0, 36  acc:    28 /    30 =  93.333
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    18 /    20 =  90.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   355 /   361 =  98.338
0, 41  acc:    16 /    18 =  88.889
0, 42  acc:    17 /    19 =  89.474
0, 43  acc:     6 /     8 =  75.000
0, 44  acc:    22 /    25 =  88.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   304 /   330 =  92.121
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    21 /    22 =  95.455
0, 51  acc:    20 /    20 = 100.000
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     0 /     1 =   0.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   263 /   278 =  94.604
0, 57  acc:     5 /     5 = 100.000
0, 58  acc:    14 /    16 =  87.500
0, 59  acc:     6 /     6 = 100.000
0, 60  acc:    13 /    17 =  76.471
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     6 /     6 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2170 /  2311 =  93.899
0, 65  acc:   325 /   344 =  94.477
0, 66  acc:   244 /   260 =  93.846
0, 67  acc:    97 /   100 =  97.000
0, 68  acc:    46 /    53 =  86.792
0, 69  acc:     9 /     9 = 100.000
0, 70  acc:    20 /    22 =  90.909
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    66 /    67 =  98.507
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:     6 /     6 = 100.000
0, 76  acc:     1 /     3 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    72 /    75 =  96.000
0, 81  acc:    10 /    13 =  76.923
0, 82  acc:     7 /     8 =  87.500
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     3 /     4 =  75.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     5 /     5 = 100.000
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:    12 /    13 =  92.308
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    65 /    67 =  97.015
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     4 /     5 =  80.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    21 /    21 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     3 =  66.667
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    15 /    18 =  83.333
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     4 /     4 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6165 /  6381 =  96.615
0, 118  acc:  1472 /  1528 =  96.335
0, 119  acc:   360 /   376 =  95.745
0, 120  acc:   307 /   321 =  95.639
0, 121  acc:    61 /    65 =  93.846
0, 122  acc:    39 /    40 =  97.500
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    18 /    19 =  94.737
0, 125  acc:   332 /   350 =  94.857
0, 126  acc:    87 /    95 =  91.579
0, 127  acc:    30 /    30 = 100.000
0, 128  acc:    40 /    42 =  95.238
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     6 /     7 =  85.714
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   217 /   222 =  97.748
0, 134  acc:    62 /    65 =  95.385
0, 135  acc:    19 /    21 =  90.476
0, 136  acc:    25 /    27 =  92.593
0, 137  acc:    14 /    14 = 100.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    66 /    66 = 100.000
0, 142  acc:    16 /    16 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   111 /   116 =  95.690
0, 149  acc:    10 /    11 =  90.909
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:     6 /    13 =  46.154
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    44 /    45 =  97.778
0, 155  acc:     4 /     4 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    26 =  84.615
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    10 =  90.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1504 /  1599 =  94.059
0, 170  acc:   345 /   369 =  93.496
0, 171  acc:    94 /    98 =  95.918
0, 172  acc:   166 /   172 =  96.512
0, 173  acc:    16 /    17 =  94.118
0, 174  acc:     4 /     4 = 100.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:     7 /     9 =  77.778
0, 177  acc:    58 /    61 =  95.082
0, 178  acc:    10 /    10 = 100.000
0, 179  acc:     9 /     9 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    60 /    62 =  96.774
0, 185  acc:     2 /     2 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     5 /     6 =  83.333
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    37 /    37 = 100.000
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    44 /    45 =  97.778
0, 197  acc:    13 /    13 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    19 /    22 =  86.364
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:     5 /     5 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     3 /     4 =  75.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     6 /     6 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    12 /    12 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 63130 / 63759 =  99.013
1, 1  acc:  6525 /  6599 =  98.879
1, 2  acc: 10970 / 11103 =  98.802
1, 3  acc:  4811 /  4881 =  98.566
1, 4  acc:  5475 /  5546 =  98.720
1, 5  acc:   946 /   966 =  97.930
1, 6  acc:   543 /   551 =  98.548
1, 7  acc:   689 /   701 =  98.288
1, 8  acc:  5770 /  5861 =  98.447
1, 9  acc:   442 /   447 =  98.881
1, 10  acc:   502 /   511 =  98.239
1, 11  acc:   239 /   244 =  97.951
1, 12  acc:   853 /   863 =  98.841
1, 13  acc:   122 /   126 =  96.825
1, 14  acc:   162 /   163 =  99.387
1, 15  acc:   152 /   154 =  98.701
1, 16  acc:  8715 /  8874 =  98.208
1, 17  acc:   288 /   292 =  98.630
1, 18  acc:   664 /   677 =  98.080
1, 19  acc:   224 /   227 =  98.678
1, 20  acc:   312 /   316 =  98.734
1, 21  acc:    54 /    54 = 100.000
1, 22  acc:   157 /   158 =  99.367
1, 23  acc:    33 /    34 =  97.059
1, 24  acc:  1066 /  1092 =  97.619
1, 25  acc:    20 /    20 = 100.000
1, 26  acc:   120 /   122 =  98.361
1, 27  acc:    18 /    18 = 100.000
1, 28  acc:   161 /   168 =  95.833
1, 29  acc:    13 /    13 = 100.000
1, 30  acc:    30 /    30 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  1788 /  1827 =  97.865
1, 33  acc:    94 /    95 =  98.947
1, 34  acc:    58 /    59 =  98.305
1, 35  acc:    25 /    25 = 100.000
1, 36  acc:    55 /    56 =  98.214
1, 37  acc:     9 /     9 = 100.000
1, 38  acc:    40 /    41 =  97.561
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   425 /   433 =  98.152
1, 41  acc:    23 /    23 = 100.000
1, 42  acc:    13 /    14 =  92.857
1, 43  acc:    28 /    29 =  96.552
1, 44  acc:    23 /    24 =  95.833
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:     9 /     9 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   604 /   617 =  97.893
1, 49  acc:    15 /    15 = 100.000
1, 50  acc:    34 /    35 =  97.143
1, 51  acc:    26 /    26 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    37 /    37 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   403 /   410 =  98.293
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    19 /    20 =  95.000
1, 59  acc:    14 /    14 = 100.000
1, 60  acc:    24 /    25 =  96.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    27 /    27 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5768 /  5863 =  98.380
1, 65  acc:   788 /   800 =  98.500
1, 66  acc:   503 /   515 =  97.670
1, 67  acc:   195 /   199 =  97.990
1, 68  acc:   254 /   257 =  98.833
1, 69  acc:    45 /    45 = 100.000
1, 70  acc:    84 /    85 =  98.824
1, 71  acc:    28 /    28 = 100.000
1, 72  acc:   126 /   127 =  99.213
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    27 /    27 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   177 /   181 =  97.790
1, 81  acc:    26 /    28 =  92.857
1, 82  acc:    51 /    51 = 100.000
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:    12 /    12 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    26 /    26 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     6 /     6 = 100.000
1, 94  acc:   168 /   169 =  99.408
1, 95  acc:    30 /    31 =  96.774
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    24 /    24 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    28 /    28 = 100.000
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    27 /    27 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    21 /    21 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    21 /    21 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8613 /  8774 =  98.165
1, 118  acc:  2162 /  2196 =  98.452
1, 119  acc:   497 /   508 =  97.835
1, 120  acc:   571 /   577 =  98.960
1, 121  acc:   170 /   172 =  98.837
1, 122  acc:    82 /    83 =  98.795
1, 123  acc:    16 /    18 =  88.889
1, 124  acc:    51 /    51 = 100.000
1, 125  acc:   509 /   523 =  97.323
1, 126  acc:   137 /   139 =  98.561
1, 127  acc:    19 /    20 =  95.000
1, 128  acc:    39 /    40 =  97.500
1, 129  acc:    17 /    17 = 100.000
1, 130  acc:     8 /     8 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   458 /   468 =  97.863
1, 134  acc:   108 /   108 = 100.000
1, 135  acc:    36 /    36 = 100.000
1, 136  acc:    33 /    34 =  97.059
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:   135 /   137 =  98.540
1, 142  acc:    13 /    13 = 100.000
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     5 /     5 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     5 =  80.000
1, 148  acc:   215 /   219 =  98.174
1, 149  acc:    20 /    21 =  95.238
1, 150  acc:    12 /    13 =  92.308
1, 151  acc:    20 /    22 =  90.909
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     7 /     7 = 100.000
1, 154  acc:    39 /    39 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    14 /    15 =  93.333
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    32 = 100.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    26 /    27 =  96.296
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3675 /  3733 =  98.446
1, 170  acc:   687 /   701 =  98.003
1, 171  acc:   259 /   261 =  99.234
1, 172  acc:   211 /   216 =  97.685
1, 173  acc:    65 /    65 = 100.000
1, 174  acc:    10 /    10 = 100.000
1, 175  acc:    10 /    10 = 100.000
1, 176  acc:    54 /    55 =  98.182
1, 177  acc:   112 /   112 = 100.000
1, 178  acc:    13 /    13 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     5 /     6 =  83.333
1, 181  acc:    10 /    10 = 100.000
1, 182  acc:     7 /     7 = 100.000
1, 183  acc:    21 /    21 = 100.000
1, 184  acc:   136 /   140 =  97.143
1, 185  acc:    30 /    30 = 100.000
1, 186  acc:    11 /    12 =  91.667
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:    11 /    12 =  91.667
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:    15 /    15 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   102 /   109 =  93.578
1, 197  acc:     9 /     9 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    18 =  88.889
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    23 /    24 =  95.833
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    11 /    12 =  91.667
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:    13 /    14 =  92.857
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263508 / 269038 =  97.945
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25119 / 25373 =  98.999
0, 1  acc: 30948 / 31282 =  98.932
0, 2  acc:  6086 /  6155 =  98.879
0, 3  acc: 24054 / 24292 =  99.020
0, 4  acc: 10699 / 10829 =  98.800
0, 5  acc:  5494 /  5541 =  99.152
0, 6  acc:  6724 /  6785 =  99.101
0, 7  acc: 11896 / 12016 =  99.001
1, 0  acc:  4387 /  4437 =  98.873
1, 1  acc:  4911 /  4962 =  98.972
1, 2  acc:  2243 /  2265 =  99.029
1, 3  acc:  2419 /  2446 =  98.896
1, 4  acc:  3099 /  3125 =  99.168
1, 5  acc:   987 /  1003 =  98.405
1, 6  acc:  3091 /  3111 =  99.357
1, 7  acc:  4626 /  4682 =  98.804
--------------------------------------
Average acc: 146783 / 148304 =  98.974
Robust  acc:   987 /  1003 =  98.405
--------------------------------------
New max robust acc: 98.4047856430708
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed47.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed47.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 58.175 | Best Acc: 94.166
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10939 / 12092 =  90.465
0, 1  acc: 13060 / 14179 =  92.108
0, 2  acc:  2484 /  3210 =  77.383
0, 3  acc: 11395 / 12101 =  94.166
0, 4  acc:  4583 /  5355 =  85.584
0, 5  acc:  2669 /  2980 =  89.564
0, 6  acc:  2550 /  3335 =  76.462
0, 7  acc:  4563 /  5723 =  79.731
1, 0  acc:  1458 /  2203 =  66.182
1, 1  acc:  1469 /  2270 =  64.714
1, 2  acc:   799 /  1216 =  65.707
1, 3  acc:   733 /  1260 =  58.175
1, 4  acc:   993 /  1627 =  61.033
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1057 /  1537 =  68.770
1, 7  acc:  1470 /  2246 =  65.450
------------------------------------
Average acc: 60545 / 71854 =  84.261
Robust  acc:   733 /  1260 =  58.175
------------------------------------
Accuracies by groups:
0, 0  acc: 10939 / 12092 =  90.465
0, 1  acc: 13060 / 14179 =  92.108
0, 2  acc:  2484 /  3210 =  77.383
0, 3  acc: 11395 / 12101 =  94.166
0, 4  acc:  4583 /  5355 =  85.584
0, 5  acc:  2669 /  2980 =  89.564
0, 6  acc:  2550 /  3335 =  76.462
0, 7  acc:  4563 /  5723 =  79.731
1, 0  acc:  1458 /  2203 =  66.182
1, 1  acc:  1469 /  2270 =  64.714
1, 2  acc:   799 /  1216 =  65.707
1, 3  acc:   733 /  1260 =  58.175
1, 4  acc:   993 /  1627 =  61.033
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1057 /  1537 =  68.770
1, 7  acc:  1470 /  2246 =  65.450
------------------------------------
Average acc: 60545 / 71854 =  84.261
Robust  acc:   733 /  1260 =  58.175
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10939 / 12092 =  90.465
0, 1  acc: 13060 / 14179 =  92.108
0, 2  acc:  2484 /  3210 =  77.383
0, 3  acc: 11395 / 12101 =  94.166
0, 4  acc:  4583 /  5355 =  85.584
0, 5  acc:  2669 /  2980 =  89.564
0, 6  acc:  2550 /  3335 =  76.462
0, 7  acc:  4563 /  5723 =  79.731
1, 0  acc:  1458 /  2203 =  66.182
1, 1  acc:  1469 /  2270 =  64.714
1, 2  acc:   799 /  1216 =  65.707
1, 3  acc:   733 /  1260 =  58.175
1, 4  acc:   993 /  1627 =  61.033
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1057 /  1537 =  68.770
1, 7  acc:  1470 /  2246 =  65.450
------------------------------------
Average acc: 60545 / 71854 =  84.261
Robust  acc:   733 /  1260 =  58.175
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   5 | Train Loss: 0.004 | Train Acc: 98.560 | Val Loss: 0.000 | Val Acc: 98.995
Training:
Accuracies by groups:
0, 0  acc: 62280 / 63239 =  98.484
0, 1  acc:  6672 /  6778 =  98.436
0, 2  acc: 10301 / 10491 =  98.189
0, 3  acc:  4976 /  5073 =  98.088
0, 4  acc:  2028 /  2128 =  95.301
0, 5  acc:   225 /   247 =  91.093
0, 6  acc:   297 /   302 =  98.344
0, 7  acc:   265 /   276 =  96.014
0, 8  acc:  5712 /  5829 =  97.993
0, 9  acc:   423 /   431 =  98.144
0, 10  acc:   415 /   423 =  98.109
0, 11  acc:   282 /   290 =  97.241
0, 12  acc:   431 /   447 =  96.421
0, 13  acc:    29 /    31 =  93.548
0, 14  acc:    33 /    37 =  89.189
0, 15  acc:    21 /    25 =  84.000
0, 16  acc:  4567 /  4730 =  96.554
0, 17  acc:   167 /   172 =  97.093
0, 18  acc:   478 /   490 =  97.551
0, 19  acc:   154 /   160 =  96.250
0, 20  acc:   120 /   131 =  91.603
0, 21  acc:    24 /    24 = 100.000
0, 22  acc:    61 /    62 =  98.387
0, 23  acc:     9 /    12 =  75.000
0, 24  acc:   570 /   601 =  94.842
0, 25  acc:    30 /    32 =  93.750
0, 26  acc:    65 /    66 =  98.485
0, 27  acc:    16 /    16 = 100.000
0, 28  acc:    43 /    47 =  91.489
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:    12 /    12 = 100.000
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  1480 /  1504 =  98.404
0, 33  acc:    77 /    79 =  97.468
0, 34  acc:    67 /    68 =  98.529
0, 35  acc:    18 /    19 =  94.737
0, 36  acc:    37 /    40 =  92.500
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    16 /    16 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   354 /   365 =  96.986
0, 41  acc:    19 /    19 = 100.000
0, 42  acc:     9 /    11 =  81.818
0, 43  acc:    11 /    12 =  91.667
0, 44  acc:    16 /    17 =  94.118
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     9 /    10 =  90.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   299 /   314 =  95.223
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    14 /    14 = 100.000
0, 51  acc:    13 /    13 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   237 /   245 =  96.735
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    13 /    13 = 100.000
0, 59  acc:     9 /     9 = 100.000
0, 60  acc:    16 /    19 =  84.211
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    14 /    15 =  93.333
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2246 /  2341 =  95.942
0, 65  acc:   340 /   354 =  96.045
0, 66  acc:   237 /   240 =  98.750
0, 67  acc:   124 /   127 =  97.638
0, 68  acc:    44 /    48 =  91.667
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    20 /    22 =  90.909
0, 71  acc:    16 /    16 = 100.000
0, 72  acc:    73 /    73 = 100.000
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:     4 /     4 = 100.000
0, 75  acc:    13 /    13 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    80 /    83 =  96.386
0, 81  acc:     8 /     9 =  88.889
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:    12 /    12 = 100.000
0, 84  acc:     2 /     3 =  66.667
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    17 /    17 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    11 /    12 =  91.667
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    71 /    75 =  94.667
0, 95  acc:     2 /     2 = 100.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    24 /    25 =  96.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    10 /    10 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     1 /     3 =  33.333
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6191 /  6354 =  97.435
0, 118  acc:  1523 /  1560 =  97.628
0, 119  acc:   370 /   379 =  97.625
0, 120  acc:   325 /   339 =  95.870
0, 121  acc:    44 /    51 =  86.275
0, 122  acc:    42 /    43 =  97.674
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    22 /    22 = 100.000
0, 125  acc:   347 /   351 =  98.860
0, 126  acc:   121 /   125 =  96.800
0, 127  acc:    20 /    21 =  95.238
0, 128  acc:    43 /    43 = 100.000
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   196 /   200 =  98.000
0, 134  acc:    70 /    75 =  93.333
0, 135  acc:    33 /    33 = 100.000
0, 136  acc:    26 /    26 = 100.000
0, 137  acc:    11 /    12 =  91.667
0, 138  acc:     6 /     6 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    59 /    60 =  98.333
0, 142  acc:     3 /     3 = 100.000
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:    14 /    14 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   112 /   115 =  97.391
0, 149  acc:    11 /    12 =  91.667
0, 150  acc:     5 /     7 =  71.429
0, 151  acc:    19 /    26 =  73.077
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    33 /    34 =  97.059
0, 155  acc:     8 /     9 =  88.889
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    27 /    28 =  96.429
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /     9 =  88.889
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    12 /    12 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1579 /  1658 =  95.235
0, 170  acc:   312 /   321 =  97.196
0, 171  acc:   107 /   114 =  93.860
0, 172  acc:   165 /   170 =  97.059
0, 173  acc:    18 /    21 =  85.714
0, 174  acc:     9 /     9 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    11 /    12 =  91.667
0, 177  acc:    69 /    73 =  94.521
0, 178  acc:    11 /    11 = 100.000
0, 179  acc:     5 /     7 =  71.429
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    52 /    53 =  98.113
0, 185  acc:     2 /     2 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    27 =  96.296
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    53 /    53 = 100.000
0, 197  acc:    18 /    18 = 100.000
0, 198  acc:    10 /    10 = 100.000
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    17 /    17 = 100.000
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     2 /     3 =  66.667
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     7 =  85.714
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 63429 / 63909 =  99.249
1, 1  acc:  6547 /  6610 =  99.047
1, 2  acc: 11403 / 11521 =  98.976
1, 3  acc:  4580 /  4623 =  99.070
1, 4  acc:  5686 /  5736 =  99.128
1, 5  acc:   992 /  1003 =  98.903
1, 6  acc:   548 /   556 =  98.561
1, 7  acc:   707 /   710 =  99.577
1, 8  acc:  5700 /  5764 =  98.890
1, 9  acc:   375 /   377 =  99.469
1, 10  acc:   457 /   461 =  99.132
1, 11  acc:   283 /   286 =  98.951
1, 12  acc:   892 /   898 =  99.332
1, 13  acc:   131 /   131 = 100.000
1, 14  acc:   155 /   157 =  98.726
1, 15  acc:   138 /   141 =  97.872
1, 16  acc:  8628 /  8724 =  98.900
1, 17  acc:   308 /   312 =  98.718
1, 18  acc:   635 /   639 =  99.374
1, 19  acc:   214 /   218 =  98.165
1, 20  acc:   322 /   325 =  99.077
1, 21  acc:    49 /    49 = 100.000
1, 22  acc:   149 /   149 = 100.000
1, 23  acc:    31 /    32 =  96.875
1, 24  acc:  1062 /  1076 =  98.699
1, 25  acc:    18 /    19 =  94.737
1, 26  acc:   114 /   115 =  99.130
1, 27  acc:    25 /    25 = 100.000
1, 28  acc:   166 /   166 = 100.000
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    38 /    38 = 100.000
1, 31  acc:     6 /     7 =  85.714
1, 32  acc:  1841 /  1859 =  99.032
1, 33  acc:   103 /   104 =  99.038
1, 34  acc:    66 /    68 =  97.059
1, 35  acc:    19 /    19 = 100.000
1, 36  acc:    56 /    56 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    42 /    42 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   433 /   437 =  99.085
1, 41  acc:    16 /    16 = 100.000
1, 42  acc:    24 /    25 =  96.000
1, 43  acc:    31 /    31 = 100.000
1, 44  acc:    24 /    24 = 100.000
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:     9 /     9 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   591 /   599 =  98.664
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    48 /    48 = 100.000
1, 51  acc:    22 /    23 =  95.652
1, 52  acc:     5 /     5 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    34 /    34 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   453 /   459 =  98.693
1, 57  acc:    18 /    18 = 100.000
1, 58  acc:    23 /    23 = 100.000
1, 59  acc:    17 /    17 = 100.000
1, 60  acc:    36 /    37 =  97.297
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    25 /    25 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5766 /  5818 =  99.106
1, 65  acc:   817 /   824 =  99.150
1, 66  acc:   554 /   559 =  99.106
1, 67  acc:   211 /   211 = 100.000
1, 68  acc:   249 /   251 =  99.203
1, 69  acc:    50 /    50 = 100.000
1, 70  acc:    99 /    99 = 100.000
1, 71  acc:    24 /    24 = 100.000
1, 72  acc:    96 /    96 = 100.000
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     4 /     5 =  80.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    19 /    19 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   172 /   172 = 100.000
1, 81  acc:    26 /    28 =  92.857
1, 82  acc:    53 /    53 = 100.000
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    26 /    26 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    20 /    21 =  95.238
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     9 /     9 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   151 /   152 =  99.342
1, 95  acc:    19 /    19 = 100.000
1, 96  acc:    14 /    14 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    17 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    31 /    31 = 100.000
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    41 /    41 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    23 /    23 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    18 /    18 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8590 /  8712 =  98.600
1, 118  acc:  2030 /  2056 =  98.735
1, 119  acc:   496 /   508 =  97.638
1, 120  acc:   573 /   579 =  98.964
1, 121  acc:   139 /   141 =  98.582
1, 122  acc:    72 /    73 =  98.630
1, 123  acc:    33 /    33 = 100.000
1, 124  acc:    45 /    46 =  97.826
1, 125  acc:   571 /   577 =  98.960
1, 126  acc:   136 /   137 =  99.270
1, 127  acc:    18 /    18 = 100.000
1, 128  acc:    48 /    49 =  97.959
1, 129  acc:    17 /    17 = 100.000
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   457 /   461 =  99.132
1, 134  acc:    86 /    86 = 100.000
1, 135  acc:    28 /    29 =  96.552
1, 136  acc:    40 /    41 =  97.561
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     3 =  66.667
1, 141  acc:   111 /   112 =  99.107
1, 142  acc:    21 /    23 =  91.304
1, 143  acc:    10 /    10 = 100.000
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   177 /   184 =  96.196
1, 149  acc:    20 /    20 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    13 /    19 =  68.421
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    40 /    41 =  97.561
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    13 /    13 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    30 /    30 = 100.000
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    36 /    36 = 100.000
1, 165  acc:     5 /     6 =  83.333
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3780 /  3832 =  98.643
1, 170  acc:   688 /   695 =  98.993
1, 171  acc:   267 /   271 =  98.524
1, 172  acc:   255 /   258 =  98.837
1, 173  acc:    50 /    51 =  98.039
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    61 /    61 = 100.000
1, 177  acc:    87 /    87 = 100.000
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:    11 /    11 = 100.000
1, 181  acc:    11 /    11 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    14 /    15 =  93.333
1, 184  acc:   155 /   156 =  99.359
1, 185  acc:    59 /    59 = 100.000
1, 186  acc:    15 /    15 = 100.000
1, 187  acc:    16 /    16 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:    10 /    10 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     6 /     6 = 100.000
1, 196  acc:    93 /    99 =  93.939
1, 197  acc:     9 /     9 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    21 /    21 = 100.000
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    19 /    19 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    13 /    13 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265164 / 269038 =  98.560
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25113 / 25373 =  98.975
0, 1  acc: 30967 / 31282 =  98.993
0, 2  acc:  6098 /  6155 =  99.074
0, 3  acc: 24043 / 24292 =  98.975
0, 4  acc: 10724 / 10829 =  99.030
0, 5  acc:  5479 /  5541 =  98.881
0, 6  acc:  6711 /  6785 =  98.909
0, 7  acc: 11909 / 12016 =  99.110
1, 0  acc:  4407 /  4437 =  99.324
1, 1  acc:  4921 /  4962 =  99.174
1, 2  acc:  2246 /  2265 =  99.161
1, 3  acc:  2419 /  2446 =  98.896
1, 4  acc:  3097 /  3125 =  99.104
1, 5  acc:   997 /  1003 =  99.402
1, 6  acc:  3074 /  3111 =  98.811
1, 7  acc:  4630 /  4682 =  98.889
--------------------------------------
Average acc: 146835 / 148304 =  99.009
Robust  acc:  3074 /  3111 =  98.811
--------------------------------------
New max robust acc: 98.81067180970749
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed47.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed47.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 62.143 | Best Acc: 93.331
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10805 / 12092 =  89.357
0, 1  acc: 12819 / 14179 =  90.408
0, 2  acc:  2421 /  3210 =  75.421
0, 3  acc: 11294 / 12101 =  93.331
0, 4  acc:  4558 /  5355 =  85.117
0, 5  acc:  2643 /  2980 =  88.691
0, 6  acc:  2551 /  3335 =  76.492
0, 7  acc:  4531 /  5723 =  79.172
1, 0  acc:  1527 /  2203 =  69.315
1, 1  acc:  1550 /  2270 =  68.282
1, 2  acc:   834 /  1216 =  68.586
1, 3  acc:   783 /  1260 =  62.143
1, 4  acc:  1051 /  1627 =  64.597
1, 5  acc:   333 /   520 =  64.038
1, 6  acc:  1068 /  1537 =  69.486
1, 7  acc:  1532 /  2246 =  68.210
------------------------------------
Average acc: 60300 / 71854 =  83.920
Robust  acc:   783 /  1260 =  62.143
------------------------------------
Accuracies by groups:
0, 0  acc: 10805 / 12092 =  89.357
0, 1  acc: 12819 / 14179 =  90.408
0, 2  acc:  2421 /  3210 =  75.421
0, 3  acc: 11294 / 12101 =  93.331
0, 4  acc:  4558 /  5355 =  85.117
0, 5  acc:  2643 /  2980 =  88.691
0, 6  acc:  2551 /  3335 =  76.492
0, 7  acc:  4531 /  5723 =  79.172
1, 0  acc:  1527 /  2203 =  69.315
1, 1  acc:  1550 /  2270 =  68.282
1, 2  acc:   834 /  1216 =  68.586
1, 3  acc:   783 /  1260 =  62.143
1, 4  acc:  1051 /  1627 =  64.597
1, 5  acc:   333 /   520 =  64.038
1, 6  acc:  1068 /  1537 =  69.486
1, 7  acc:  1532 /  2246 =  68.210
------------------------------------
Average acc: 60300 / 71854 =  83.920
Robust  acc:   783 /  1260 =  62.143
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10805 / 12092 =  89.357
0, 1  acc: 12819 / 14179 =  90.408
0, 2  acc:  2421 /  3210 =  75.421
0, 3  acc: 11294 / 12101 =  93.331
0, 4  acc:  4558 /  5355 =  85.117
0, 5  acc:  2643 /  2980 =  88.691
0, 6  acc:  2551 /  3335 =  76.492
0, 7  acc:  4531 /  5723 =  79.172
1, 0  acc:  1527 /  2203 =  69.315
1, 1  acc:  1550 /  2270 =  68.282
1, 2  acc:   834 /  1216 =  68.586
1, 3  acc:   783 /  1260 =  62.143
1, 4  acc:  1051 /  1627 =  64.597
1, 5  acc:   333 /   520 =  64.038
1, 6  acc:  1068 /  1537 =  69.486
1, 7  acc:  1532 /  2246 =  68.210
------------------------------------
Average acc: 60300 / 71854 =  83.920
Robust  acc:   783 /  1260 =  62.143
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed47.pt
